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Benchmarks
Novel-class Discovery on Clevr-4 full-shot
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66.5
Texture Accuracy
OAK
39.148
46.249
53.35
60.451
Dec 18, 2025
Texture Accuracy
Color Accuracy
Shape Accuracy
Count Accuracy
Overall Average Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Texture Accuracy
Color Accuracy
Shape Accuracy
Count Accuracy
Overall Average Accuracy
OAK
Backbone=ViT, Pre-trai...
2025.12
66.5
99.9
99
67.6
83.3
μGCD
Backbone=ResNet-18, Pr...
2025.12
55.5
92.1
99.2
65.2
78
GCD
Backbone=ResNet-18, Pr...
2025.12
45.3
90.5
88.5
60.1
71.1
SimGCD
Backbone=ResNet-18, Pr...
2025.12
40.2
97.2
95.1
53.9
71.6
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